CL=F_B Report

Dataset statistics

Number of variables	8
Number of observations	2421
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	153.7 KiB
Average record size in memory	65.0 B

Variable types

DateTime	1
TimeSeries	6
Boolean	1

Timeseries statistics

Number of series	6
Time series length	2421
Starting point	2010-01-04 00:00:00
Ending point	2019-08-19 00:00:00
Period	1 day, 10 hours and 50 minutes

Alerts

`repaired?` has constant value "False"	Constant
`adj close` is highly overall correlated with `close` and 4 other fields	High correlation
`close` is highly overall correlated with `adj close` and 4 other fields	High correlation
`high` is highly overall correlated with `adj close` and 4 other fields	High correlation
`low` is highly overall correlated with `adj close` and 4 other fields	High correlation
`open` is highly overall correlated with `adj close` and 4 other fields	High correlation
`volume` is highly overall correlated with `adj close` and 4 other fields	High correlation
`adj close` is non stationary	Non stationary
`close` is non stationary	Non stationary
`high` is non stationary	Non stationary
`low` is non stationary	Non stationary
`open` is non stationary	Non stationary
`volume` is non stationary	Non stationary
`adj close` is seasonal	Seasonal
`close` is seasonal	Seasonal
`high` is seasonal	Seasonal
`low` is seasonal	Seasonal
`open` is seasonal	Seasonal
`volume` is seasonal	Seasonal
`Date` has unique values	Unique

Reproduction

Analysis started	2026-02-02 04:32:19.090243
Analysis finished	2026-02-02 04:32:22.228589
Duration	3.14 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2421
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.8 KiB

Minimum	2010-01-04 00:00:00
Maximum	2019-08-19 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

adj close
Numeric time series

High correlation Non stationary Seasonal

Distinct	89
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.116894
Minimum	26
Maximum	114
Zeros	0
Zeros (%)	0.0%
Memory size	37.8 KiB

Quantile statistics

Minimum	26
5-th percentile	42
Q1	52
median	74
Q3	94
95-th percentile	105
Maximum	114
Range	88
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	22.083743
Coefficient of variation (CV)	0.30203338
Kurtosis	-1.384764
Mean	73.116894
Median Absolute Deviation (MAD)	21
Skewness	-0.034750164
Sum	177016
Variance	487.6917
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6003828664

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	502
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 18 minutes and 34.69 seconds

Value	Count	Frequency (%)
97	67	2.8%
46	65	2.7%
49	64	2.6%
93	62	2.6%
48	62	2.6%
53	59	2.4%
50	59	2.4%
45	56	2.3%
94	52	2.1%
52	52	2.1%
Other values (79)	1823	75.3%

Value	Count	Frequency (%)
26	1	< 0.1%
27	2	0.1%
28	2	0.1%
29	3	0.1%
30	7	0.3%
31	7	0.3%
32	7	0.3%
33	5	0.2%
34	4	0.2%
35	5	0.2%

Value	Count	Frequency (%)
114	2	0.1%
113	3	0.1%
112	3	0.1%
111	3	0.1%
110	6	0.2%
109	8	0.3%
108	15	0.6%
107	32	1.3%
106	26	1.1%
105	29	1.2%

ACF and PACF

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	89
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.116894
Minimum	26
Maximum	114
Zeros	0
Zeros (%)	0.0%
Memory size	37.8 KiB

Quantile statistics

Minimum	26
5-th percentile	42
Q1	52
median	74
Q3	94
95-th percentile	105
Maximum	114
Range	88
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	22.083743
Coefficient of variation (CV)	0.30203338
Kurtosis	-1.384764
Mean	73.116894
Median Absolute Deviation (MAD)	21
Skewness	-0.034750164
Sum	177016
Variance	487.6917
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6003828664

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	502
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 18 minutes and 34.69 seconds

Value	Count	Frequency (%)
97	67	2.8%
46	65	2.7%
49	64	2.6%
93	62	2.6%
48	62	2.6%
53	59	2.4%
50	59	2.4%
45	56	2.3%
94	52	2.1%
52	52	2.1%
Other values (79)	1823	75.3%

Value	Count	Frequency (%)
26	1	< 0.1%
27	2	0.1%
28	2	0.1%
29	3	0.1%
30	7	0.3%
31	7	0.3%
32	7	0.3%
33	5	0.2%
34	4	0.2%
35	5	0.2%

Value	Count	Frequency (%)
114	2	0.1%
113	3	0.1%
112	3	0.1%
111	3	0.1%
110	6	0.2%
109	8	0.3%
108	15	0.6%
107	32	1.3%
106	26	1.1%
105	29	1.2%

ACF and PACF

high
Numeric time series

High correlation Non stationary Seasonal

Distinct	88
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	74.052045
Minimum	27
Maximum	115
Zeros	0
Zeros (%)	0.0%
Memory size	37.8 KiB

Quantile statistics

Minimum	27
5-th percentile	43
Q1	53
median	75
Q3	95
95-th percentile	106
Maximum	115
Range	88
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	22.139989
Coefficient of variation (CV)	0.29897877
Kurtosis	-1.3968278
Mean	74.052045
Median Absolute Deviation (MAD)	21
Skewness	-0.033706364
Sum	179280
Variance	490.17911
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6186229194

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	502
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 18 minutes and 34.69 seconds

Value	Count	Frequency (%)
94	65	2.7%
98	64	2.6%
47	64	2.6%
53	63	2.6%
49	61	2.5%
54	60	2.5%
48	60	2.5%
50	59	2.4%
46	56	2.3%
100	55	2.3%
Other values (78)	1814	74.9%

Value	Count	Frequency (%)
27	1	< 0.1%
29	2	0.1%
30	3	0.1%
31	5	0.2%
32	11	0.5%
33	5	0.2%
34	7	0.3%
35	6	0.2%
36	4	0.2%
37	9	0.4%

Value	Count	Frequency (%)
115	1	< 0.1%
114	2	0.1%
113	6	0.2%
112	3	0.1%
111	3	0.1%
110	7	0.3%
109	21	0.9%
108	24	1.0%
107	33	1.4%
106	23	1.0%

ACF and PACF

low
Numeric time series

High correlation Non stationary Seasonal

Distinct	87
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.118959
Minimum	26
Maximum	112
Zeros	0
Zeros (%)	0.0%
Memory size	37.8 KiB

Quantile statistics

Minimum	26
5-th percentile	41
Q1	51
median	73
Q3	93
95-th percentile	104
Maximum	112
Range	86
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	21.953423
Coefficient of variation (CV)	0.30440571
Kurtosis	-1.3783931
Mean	72.118959
Median Absolute Deviation (MAD)	21
Skewness	-0.031287718
Sum	174600
Variance	481.95279
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5870544091

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	502
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 18 minutes and 34.69 seconds

Value	Count	Frequency (%)
48	63	2.6%
97	61	2.5%
93	61	2.5%
45	60	2.5%
95	57	2.4%
49	57	2.4%
47	57	2.4%
44	56	2.3%
51	55	2.3%
46	55	2.3%
Other values (77)	1839	76.0%

Value	Count	Frequency (%)
26	2	0.1%
27	2	0.1%
28	3	0.1%
29	7	0.3%
30	9	0.4%
31	6	0.2%
32	4	0.2%
33	4	0.2%
34	6	0.2%
35	6	0.2%

Value	Count	Frequency (%)
112	2	0.1%
111	5	0.2%
110	2	0.1%
109	3	0.1%
108	9	0.4%
107	17	0.7%
106	29	1.2%
105	29	1.2%
104	40	1.7%
103	30	1.2%

ACF and PACF

open
Numeric time series

High correlation Non stationary Seasonal

Distinct	88
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.141677
Minimum	27
Maximum	114
Zeros	0
Zeros (%)	0.0%
Memory size	37.8 KiB

Quantile statistics

Minimum	27
5-th percentile	42
Q1	52
median	74
Q3	94
95-th percentile	105
Maximum	114
Range	87
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	22.068324
Coefficient of variation (CV)	0.30172023
Kurtosis	-1.386194
Mean	73.141677
Median Absolute Deviation (MAD)	21
Skewness	-0.033200776
Sum	177076
Variance	487.01091
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6128440983

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	502
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 18 minutes and 34.69 seconds

Value	Count	Frequency (%)
49	68	2.8%
97	65	2.7%
93	64	2.6%
46	64	2.6%
45	62	2.6%
51	60	2.5%
53	59	2.4%
48	58	2.4%
52	54	2.2%
94	52	2.1%
Other values (78)	1815	75.0%

Value	Count	Frequency (%)
27	2	0.1%
28	3	0.1%
29	3	0.1%
30	5	0.2%
31	10	0.4%
32	4	0.2%
33	6	0.2%
34	5	0.2%
35	5	0.2%
36	8	0.3%

Value	Count	Frequency (%)
114	1	< 0.1%
113	4	0.2%
112	3	0.1%
111	2	0.1%
110	4	0.2%
109	10	0.4%
108	19	0.8%
107	31	1.3%
106	29	1.2%
105	27	1.1%

ACF and PACF

repaired?
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	21.3 KiB

False	2421

Value	Count	Frequency (%)
False	2421	100.0%

volume
Numeric time series

High correlation Non stationary Seasonal

Distinct	2414
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	415421.09
Minimum	48516
Maximum	1311000
Zeros	0
Zeros (%)	0.0%
Memory size	37.8 KiB

Quantile statistics

Minimum	48516
5-th percentile	150682
Q1	253202
median	350221
Q3	558344
95-th percentile	806219
Maximum	1311000
Range	1262484
Interquartile range (IQR)	305142

Descriptive statistics

Standard deviation	212266.63
Coefficient of variation (CV)	0.5109674
Kurtosis	0.097068676
Mean	415421.09
Median Absolute Deviation (MAD)	128536
Skewness	0.82924818
Sum	1.0057345 × 10⁹
Variance	4.5057124 × 10¹⁰
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2029823001

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	502
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 18 minutes and 34.69 seconds

Value	Count	Frequency (%)
226343	2	0.1%
895643	2	0.1%
598836	2	0.1%
317997	2	0.1%
297522	2	0.1%
132427	2	0.1%
250038	2	0.1%
488465	1	< 0.1%
406386	1	< 0.1%
476988	1	< 0.1%
Other values (2404)	2404	99.3%

Value	Count	Frequency (%)
48516	1	< 0.1%
51877	1	< 0.1%
65666	1	< 0.1%
83702	1	< 0.1%
84627	1	< 0.1%
90824	1	< 0.1%
91398	1	< 0.1%
92780	1	< 0.1%
93130	1	< 0.1%
95270	1	< 0.1%

Value	Count	Frequency (%)
1311000	1	< 0.1%
1253566	1	< 0.1%
1182327	1	< 0.1%
1173581	1	< 0.1%
1147389	1	< 0.1%
1136232	1	< 0.1%
1135440	1	< 0.1%
1124959	1	< 0.1%
1108052	1	< 0.1%
1095643	1	< 0.1%

ACF and PACF

	adj close	close	high	low	open	volume
adj close	1.000	1.000	0.999	0.999	0.997	-0.601
close	1.000	1.000	0.999	0.999	0.997	-0.601
high	0.999	0.999	1.000	0.998	0.999	-0.596
low	0.999	0.999	0.998	1.000	0.998	-0.606
open	0.997	0.997	0.999	0.998	1.000	-0.599
volume	-0.601	-0.601	-0.596	-0.606	-0.599	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	adj close	close	high	low	open	repaired?	volume
2010-01-04	2010-01-04	82	82	82	80	80	False	263542
2010-01-05	2010-01-05	82	82	82	81	82	False	258887
2010-01-06	2010-01-06	83	83	84	81	81	False	370059
2010-01-07	2010-01-07	83	83	83	82	83	False	246632
2010-01-08	2010-01-08	83	83	83	82	83	False	310377
2010-01-11	2010-01-11	83	83	84	82	83	False	296304
2010-01-12	2010-01-12	81	81	82	80	82	False	333866
2010-01-13	2010-01-13	80	80	81	78	80	False	401627
2010-01-14	2010-01-14	79	79	80	79	80	False	275404
2010-01-15	2010-01-15	78	78	79	78	79	False	200555

	Date	adj close	close	high	low	open	repaired?	volume
2019-08-06	2019-08-06	54	54	55	53	55	False	682794
2019-08-07	2019-08-07	51	51	54	51	53	False	1063214
2019-08-08	2019-08-08	53	53	53	52	52	False	724762
2019-08-09	2019-08-09	54	54	55	52	53	False	726386
2019-08-12	2019-08-12	55	55	55	54	54	False	611027
2019-08-13	2019-08-13	57	57	57	54	55	False	783486
2019-08-14	2019-08-14	55	55	57	54	57	False	718293
2019-08-15	2019-08-15	54	54	55	54	55	False	527866
2019-08-16	2019-08-16	55	55	56	54	55	False	168345
2019-08-19	2019-08-19	56	56	56	55	55	False	113571

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample